10. Leadership, Teams, Culture and Inclusion

Introduction and Context

Hospitality organizations deliver experiences through people. A guest may remember the design of a hotel, the quality of its facilities, or the sophistication of its technology, but the service encounter is usually shaped by employees working together under conditions of time pressure, emotional labour and fluctuating demand. Leadership, teamwork, organizational culture and inclusion therefore have direct consequences for guest satisfaction, employee well-being, productivity, safety and financial performance.

The hospitality workforce is also unusually diverse. A single property may employ people from different nationalities, language groups, age cohorts, educational backgrounds, occupational communities and social identities. Front-office employees, chefs, housekeepers, engineers, sales personnel and managers possess different expertise and may hold different assumptions about urgency, authority, communication and acceptable behaviour. Diversity can improve creativity and responsiveness, but only when the organization creates conditions in which differences are respected and employees can contribute fully.

This chapter examines leadership and team effectiveness as connected managerial responsibilities. It compares major leadership perspectives, explains how teams develop and perform, considers the management of multicultural, multigenerational and cross-functional teams, and shows how leaders create a service culture. It also addresses diversity, equity, inclusion, accessibility and belonging (DEIAB), with particular attention to bias, cultural conflict, ethical conduct and practical implementation in hospitality settings.

Learning Objectives

After studying this chapter, students should be able to:

1. Distinguish among important leadership theories and assess their relevance to hospitality.

2. Compare models of team development, team effectiveness and psychological safety.

3. Manage multicultural, multigenerational and cross-functional teams.

4. Explain how leaders shape service culture through values, systems and daily behaviour.

5. Design practical DEIAB interventions and reduce bias in employment and service processes.

6. Diagnose cultural conflict and select appropriate communication and conflict-management approaches.

7. Evaluate the use of technology and analytics in leadership, inclusion and team management.

Leadership in the Hospitality Context

Leadership is the process through which individuals influence others to achieve shared purposes. It is not identical to formal authority. A duty manager may possess positional power, while an experienced room attendant or chef may exercise substantial informal influence because colleagues trust the person’s competence and judgement. Effective hospitality leadership combines direction with support: employees need clarity about standards and priorities, but they also need discretion to respond to guests and operational disruptions.

Management and leadership overlap but are not interchangeable. Management emphasizes planning, organizing, staffing, controlling and coordinating resources. Leadership emphasizes meaning, influence, commitment, relationships and change. A hotel manager must perform both roles. A leader who inspires employees but ignores scheduling, training or service controls will not sustain performance; a manager who controls procedures without building commitment may achieve compliance but not genuine hospitality.

Major Leadership Perspectives

The trait perspective proposes that certain personal qualities—such as integrity, emotional stability, confidence, cognitive ability and social awareness—can support leadership. Traits matter, especially in high-contact service environments, but they do not guarantee effectiveness. A confident manager may still fail if confidence becomes arrogance or if the manager cannot adapt to a culturally diverse workforce.

Behavioural approaches focus on what leaders do. A useful distinction is between task-oriented behaviour, which clarifies standards, schedules and responsibilities, and relationship-oriented behaviour, which develops trust, recognition and support. Hospitality leaders require both. During a banquet, precise task coordination is essential; after a difficult guest interaction, empathy and coaching may be more important.

Contingency and situational theories argue that no single leadership style is universally effective. The appropriate response depends on factors such as employee competence, commitment, task complexity, time pressure and risk. A new employee may require clear instruction and close feedback, whereas an experienced supervisor may perform better with autonomy. Situational leadership is useful as a practical reminder, although managers should avoid categorizing employees too rigidly or using “adaptability” to justify inconsistent treatment.

Transformational leadership seeks to create commitment to a meaningful purpose through vision, intellectual stimulation, role modelling and individualized consideration. In hospitality, a transformational leader might connect routine room preparation with the broader purpose of giving guests comfort, safety and a sense of welcome. Transactional leadership, by contrast, relies more on explicit expectations, rewards and corrective action. Transactional mechanisms are necessary for attendance, hygiene and compliance, but they are insufficient by themselves to create discretionary service effort.

Servant leadership places emphasis on developing and serving employees while pursuing organizational goals. It is particularly relevant where employee care is closely connected to guest care. Authentic leadership stresses self-awareness, relational transparency, ethical decision-making and consistency between stated values and conduct. Inclusive leadership adds behaviours such as inviting different perspectives, ensuring fair participation, recognizing bias and making it safe to speak up.

These perspectives should be treated as complementary rather than competing labels. A hotel leader may use directive behaviour during an emergency, coaching during skill development, participative decision-making during a service redesign and ethical courage when confronting harassment. The central managerial skill is judgement: selecting a response that fits the situation while preserving dignity and fairness.

Teams: From Group Membership to Collective Performance

A group becomes a team when members are interdependent, pursue a shared purpose and accept some responsibility for collective outcomes. A hotel department is not automatically an effective team merely because it has a common supervisor. Team effectiveness depends on the quality of goals, roles, coordination, communication, trust and learning.

Tuckman’s model describes team development through forming, storming, norming, performing and adjourning. In forming, members seek information and test boundaries. Storming involves disagreement over roles, influence and methods. Norming develops shared expectations and routines. Performing is characterized by coordinated, adaptive work. Adjourning occurs when a temporary team completes its task. Real hospitality teams may move back and forth among these stages when staff turnover, a new manager or a major event changes the conditions of work.

The input–process–output perspective helps diagnose team performance. Inputs include member skills, leadership, resources, technology, task design and organizational context. Team processes include communication, coordination, conflict management, decision-making and mutual support. Outputs include service quality, productivity, innovation, employee satisfaction and guest outcomes. This model prevents managers from blaming employees for poor results when the actual problem is inadequate staffing, unclear authority or incompatible systems.

A high-performing team normally has a clear and worthwhile purpose, complementary skills, defined roles, dependable coordination and norms that support both accountability and respect. Psychological safety—the shared belief that people can ask questions, admit errors, challenge decisions and report concerns without humiliation or retaliation—is especially important in hospitality. It does not mean avoiding standards or criticism. It means that performance conversations address behaviour and consequences without attacking a person’s dignity.

Team cohesion can improve cooperation, but excessive cohesion may produce groupthink. Groupthink occurs when the desire for unanimity discourages critical evaluation. Leaders can reduce this risk by inviting dissent, assigning a devil’s advocate, consulting people outside the immediate team and separating idea generation from final evaluation. Conversely, conflict is not always dysfunctional. Task conflict can improve decisions when it concerns evidence and alternatives; relationship conflict is more likely to damage trust and performance.

Leading Multicultural, Multigenerational and Cross-Functional Teams

Cultural diversity involves differences in values, communication patterns, social norms and interpretations of authority. Managers should avoid treating national or generational categories as fixed personality types. Culture influences tendencies, not destinies, and individuals within any category vary considerably. The most reliable approach is to make work expectations explicit rather than relying on assumptions.

In multicultural teams, potential friction often concerns directness of speech, eye contact, interruption, punctuality, hierarchy, feedback and the meaning of silence. A manager can establish operating agreements covering meeting language, decision rights, response times, escalation procedures and acceptable forms of disagreement. Important instructions should be communicated through more than one channel, such as a briefing followed by written confirmation. This supports employees who are working in a second language and reduces ambiguity for everyone.

Language proficiency must not be confused with intelligence, commitment or leadership potential. Managers should use plain language, avoid idioms, check understanding and provide access to language support where feasible. At the same time, language support should not become a mechanism for excluding employees from advancement. Career opportunities, training and high-visibility assignments should be distributed through transparent criteria.

Multigenerational teams may include employees with different expectations concerning technology, feedback, flexibility, authority and career progression. Stereotyping older employees as resistant to technology or younger employees as disloyal is both inaccurate and harmful. Reverse mentoring, mixed-experience project teams and individualized development conversations can turn difference into a learning resource. Scheduling and communication practices should consider varied caring responsibilities and life stages without assuming that all members of an age group have identical needs.

Cross-functional teams connect departments whose goals may otherwise conflict. Front office may prioritize guest responsiveness, housekeeping may prioritize room readiness and quality, engineering may prioritize safety and maintenance, while finance may emphasize cost control. The issue is not simply coordination; it is the integration of different professional logics. Shared service metrics, joint problem-solving and clear decision rights are more effective than telling departments merely to “communicate better.” For example, room turnaround can be measured through readiness time, cleanliness scores, maintenance defects and guest-impact incidents rather than by one department’s metric alone.

A practical team charter can specify:

• the team’s purpose and measurable outcomes;
• member roles, authority and dependencies;
• communication channels and meeting norms;
• methods for raising concerns and resolving conflict;
• standards of respectful behaviour and inclusion; and
• how progress and learning will be reviewed.

The charter should be discussed rather than imposed. Its value lies in creating shared expectations that can be revisited when circumstances change.

Creating and Sustaining a Service Culture

Organizational culture is the pattern of shared assumptions, values and practices that shapes how work is understood and performed. Service culture is not a slogan displayed in a lobby. It is evident in what the organization rewards, tolerates, measures and models. If leaders claim that guest care is central but reward only speed and sales, employees will infer that the real culture prioritizes short-term numbers.

Culture operates at several levels. Visible artefacts include uniforms, language, rituals, stories and physical arrangements. Espoused values describe what the organization says it believes. Underlying assumptions are often less visible: who is trusted, whose knowledge counts, whether mistakes are treated as learning opportunities and whether managers are expected to protect employees from abusive customers. Culture becomes credible when these levels are aligned.

Leaders shape culture through selection, induction, role modelling, recognition, promotion, scheduling, performance management and resource allocation. Recruitment should assess both technical competence and behavioural fit with ethical service values; “fit,” however, must not mean similarity to existing employees. Induction should explain not only procedures but also how the organization handles dignity, accessibility, guest aggression, reporting and inclusion. Recognition should reward cooperation and responsible service recovery, not only individual heroics.

Service culture must balance standardization and empowerment. Standards protect consistency, safety and brand reliability. Empowerment allows employees to exercise judgement when a guest’s needs do not fit a script. Effective empowerment includes boundaries, training, access to information and managerial support. Without these, employees may be held accountable for decisions they were never authorized or prepared to make.

Culture can be assessed through employee listening, turnover patterns, grievance data, guest feedback, promotion rates, absenteeism, safety reports and observations of team meetings. Quantitative indicators should be interpreted carefully. A low complaint rate may indicate excellent service—or employees’ belief that reporting complaints is pointless. Triangulation across data sources is therefore essential.

DEIAB as a Leadership and Operating Responsibility

Diversity refers to the presence of differences among people. Equity concerns fairness in access, opportunity, resources and outcomes, recognizing that identical treatment does not always remove structural disadvantage. Inclusion concerns participation and influence in organizational life. Accessibility involves removing physical, technological, communication and procedural barriers. Belonging describes the experience of being accepted, respected and able to contribute without suppressing one’s identity.

DEIAB is not limited to recruitment targets or symbolic celebrations. It affects job design, selection, pay, scheduling, promotion, training, uniforms, facilities, customer interaction, grievance procedures and leadership succession. A diverse workforce may still be exclusionary if only a narrow group receives advancement or if employees must assimilate to an unspoken norm.

Bias may be explicit or implicit. Common forms include affinity bias, in which decision-makers favour people similar to themselves; confirmation bias, in which they seek evidence supporting an initial judgement; attribution bias, in which the behaviour of an in-group member is explained more generously; and similarity-based assumptions about “professionalism.” Structured interviews, consistent scoring rubrics, diverse selection panels and documented promotion criteria can reduce opportunities for arbitrary judgement. Bias training is more effective when combined with changes to systems and accountability; awareness alone rarely changes outcomes.

Accessibility should be designed proactively. Examples include accessible recruitment platforms, reasonable adjustments, clear signage, captioned training, flexible communication formats, suitable workstation design and guest-service procedures that respect people with disabilities. Accessibility benefits employees and guests alike and should be considered across the employment life cycle rather than treated as an exception after a problem occurs.

Belonging is built through everyday signals: whose ideas are sought, whose names are pronounced correctly, who is interrupted, whose mistakes are forgiven, and who receives developmental opportunities. Leaders should monitor participation patterns in meetings, not simply count attendance. An employee may be physically present but excluded from meaningful decision-making.

Managing Bias and Cultural Conflict

Conflict can arise from genuine differences in goals, from communication errors, from unequal power or from discriminatory behaviour. Managers should diagnose before acting. They can ask: What happened? Which facts are agreed? Which norms or interests differ? Who has authority? Has anyone experienced harm or exclusion? Is the issue suitable for informal resolution, or does it require formal investigation?

A useful conflict process is to separate people from the problem, identify interests rather than positions, establish shared facts, generate options and agree on follow-up. However, this approach must not be used to “mediate” serious harassment, violence or discrimination in a way that pressures the affected person to negotiate with the alleged offender. Such matters require confidential reporting, impartial investigation, protection from retaliation and action consistent with law and organizational policy.

Leaders should address microaggressions—subtle comments or behaviours that communicate derogatory or dismissive messages—without exaggerating every misunderstanding or ignoring repeated patterns. A prompt response can name the behaviour, explain its impact, restate the expected standard and invite correction. Bystander intervention may involve directly interrupting the comment, supporting the affected colleague, documenting the incident or reporting through appropriate channels.

Fairness also requires attention to customer behaviour. Hospitality employees should not be expected to tolerate abuse, racist demands or sexual harassment simply because the person involved is a paying guest. Service recovery must be balanced with employee safety and dignity. Policies should clarify when a manager may intervene, relocate a guest, refuse service or involve security or external authorities.

Technology, Analytics and Emerging Practice

Digital scheduling systems can improve fairness by making shift allocation, availability and overtime more transparent, but algorithms may reproduce historical inequities if trained on biased data. Automated recruitment tools can screen out candidates because of language patterns, career interruptions or educational proxies that are not valid measures of service capability. Human oversight, validation, accessibility testing and an avenue for review are essential.

People analytics can examine turnover, promotion, absence, engagement and training outcomes by department and demographic category, subject to privacy and legal requirements. Disaggregated data may reveal that overall promotion rates appear satisfactory while employees from one group are concentrated in lower-paid roles. Data should be used to investigate systems, not to label individuals or infer protected characteristics irresponsibly.

Digital collaboration platforms support multilingual teams, asynchronous communication and knowledge sharing. Yet constant connectivity can intensify surveillance and blur work boundaries. Managers should define legitimate data use, limit unnecessary monitoring, protect confidentiality and explain how automated recommendations affect employees. Emerging practice is moving toward skills-based selection, inclusive design, flexible work arrangements where operationally feasible and leadership development focused on coaching, ethical judgement and cultural intelligence.

Illustrative Case: The Service Recovery Team at Meridian Harbour Hotel

Background

Meridian Harbour Hotel is a 280-room urban property. Its service recovery team includes front-office agents, a housekeeping supervisor, a restaurant manager, an engineer and a guest-relations executive. Members range in age from their early twenties to late fifties and represent several national and language backgrounds.

Situation and Problem

Guest complaints about delayed responses have increased. Front-office staff believe housekeeping does not prioritize urgent room changes. Housekeeping employees believe front office promises solutions without checking room status. The engineer reports that maintenance faults are often escalated through informal messages with incomplete information. Team meetings are dominated by two confident speakers, while newer and less fluent employees rarely contribute. A senior manager proposes a performance bonus based only on the number of complaints closed.

Analysis

The problem is not simply poor motivation. The team has conflicting departmental metrics, unclear escalation rules and a psychologically unsafe meeting climate. The proposed bonus may encourage rapid closure without durable resolution and could penalize employees who handle complex cases. Language differences and hierarchy may be amplifying silence, while the dominance of a few speakers creates a risk of groupthink.

Approach and Strategy

The hotel manager establishes a team charter with a shared goal: resolve guest-impact incidents accurately and within agreed service-risk times. A standard digital incident form records the guest need, room status, safety implications, responsible owner and next update. The team adopts a brief daily huddle with a rotating facilitator. Members receive the agenda in advance, and participants may contribute verbally or in writing.

The manager introduces a balanced dashboard containing time to first response, time to durable resolution, repeat complaints, guest feedback, safety issues and employee workload. Bonuses are suspended until the measures are tested. A structured review process examines whether outcomes differ by shift, department or employee group. Supervisors receive coaching in inclusive questioning, constructive feedback and intervention when a customer becomes abusive.

The team also conducts a process-mapping exercise. It discovers that “urgent” has different meanings across departments and that room-status information is not updated consistently. The new agreement defines priority levels and decision rights. A reverse-mentoring arrangement pairs experienced employees with newer staff to exchange operational and digital knowledge.

Outcome

After a trial period, the team reports fewer repeat escalations and greater clarity about ownership. The most important change is not a single technology or incentive but the alignment of goals, information and behaviour. Some conflicts remain, particularly during peak occupancy, but they are discussed using shared evidence rather than personal accusations.

Learning Points

The case illustrates five principles. First, team performance is shaped by systems as well as individual effort. Second, shared metrics must reflect quality and equity, not merely speed. Third, inclusive participation improves diagnosis. Fourth, cultural and generational differences should be managed through explicit agreements rather than stereotypes. Finally, service culture becomes credible when leaders align measurement, authority, support and accountability.

Challenges, Ethical Issues and Best Practices

Leadership interventions can fail when they are superficial. A diversity campaign without changes to promotion or scheduling may increase cynicism. Team-building activities cannot compensate for understaffing, unsafe conditions or discriminatory supervision. Excessive reliance on personality tests can produce false certainty and unfair labeling. Likewise, “culture fit” can become a justification for recruiting people who resemble existing leaders.

Managers must protect confidentiality while still responding to patterns of harm. Employee data should be collected for legitimate purposes, stored securely and reported in ways that avoid identifying individuals unnecessarily. Organizations should comply with applicable employment, equality, accessibility, health and safety, privacy and anti-harassment requirements. Legal compliance is a minimum standard; ethical leadership also asks whether a practice is respectful, transparent and substantively fair.

Effective practice includes visible executive responsibility, clear behavioural standards, structured employment decisions, accessible reporting channels, prompt investigation, consistent consequences, regular employee listening and transparent follow-through. Leaders should review not only outcomes but also processes: who received information, who was consulted, who made the decision and who carried the cost. Inclusion is strongest when it is embedded in ordinary management rather than delegated solely to a specialist function.

Chapter Summary

Hospitality leadership requires both operational coordination and human influence. Trait, behavioural, situational, transformational, servant and inclusive perspectives each illuminate different aspects of effective leadership, but managerial judgement determines how they are applied. Team effectiveness depends on shared purpose, complementary roles, communication, psychological safety, constructive conflict and supportive systems. Multicultural, multigenerational and cross-functional teams perform better when expectations, decision rights and measures are explicit and when differences are treated as resources rather than stereotypes.

Service culture is created through what leaders model, reward, measure and tolerate. DEIAB extends beyond representation to fairness, participation, accessibility and belonging across the employee and guest experience. Bias is reduced most effectively through structured processes, accountability and data-informed review. Technology can support transparency and inclusion, but automated systems may reproduce bias and therefore require human oversight. Ethical hospitality leadership protects both guest experience and employee dignity.

Key Terms

Leadership: The process of influencing people toward shared purposes.

Management: The coordination of resources through planning, organizing, staffing and control.

Situational leadership: Adaptation of leadership behaviour to task and follower circumstances.

Transformational leadership: Leadership that builds commitment through vision, development and meaningful change.

Servant leadership: An approach that prioritizes employee growth, well-being and service to others.

Inclusive leadership: Leadership that enables diverse people to participate, contribute and influence decisions.

Team: An interdependent group with a shared purpose and collective responsibility.

Psychological safety: A shared belief that people can speak up, question and report errors without humiliation or retaliation.

Groupthink: Impaired decision-making caused by pressure for consensus and suppression of dissent.

Task conflict: Disagreement about ideas, evidence, methods or priorities.

Service culture: Shared values and practices that shape how service work is understood and delivered.

Diversity: The presence of differences among people and groups.

Equity: Fair access and outcomes achieved by recognizing differing circumstances and barriers.

Inclusion: Meaningful participation and influence of diverse people in organizational life.

Accessibility: Removal of barriers that prevent participation by people with differing abilities or needs.

Belonging: The experience of being accepted, respected and able to contribute authentically.

Affinity bias: Preference for people perceived as similar to the decision-maker.

Cultural intelligence: The capability to understand and adapt effectively across cultural contexts.

Microaggression: A subtle message or behaviour that communicates derogatory or dismissive meaning toward a social group.

People analytics: Use of workforce data to understand patterns and support human-resource decisions.

Review Questions

Short Answer Questions

1. How does leadership differ from management in a hospitality organization?

2. What is psychological safety, and why is it important for service teams?

3. Define equity and distinguish it from equality.

4. Identify two methods for reducing bias in employee selection.

5. Why can group cohesion sometimes harm team decision-making?

Long Answer Questions

1. Compare behavioural, situational, transformational and servant leadership approaches, using hospitality examples.

2. Explain how a hotel manager can develop a multicultural team without relying on cultural stereotypes.

3. Discuss the relationship between service culture, employee experience and guest experience.

4. Analyse the role of shared metrics and decision rights in cross-functional hospitality teams.

5. Explain why DEIAB requires changes to organizational systems in addition to awareness training.

Analytical / Application Questions

1. A restaurant team has high sales but rising turnover and frequent complaints about disrespectful supervision. Diagnose the likely cultural problems and propose a 90-day leadership response.

2. A hotel’s algorithmic recruitment system selects fewer candidates with career interruptions and non-traditional qualifications. What risks arise, and how should the hotel audit and redesign the process?

3. During a peak period, a guest makes discriminatory demands toward a housekeeping employee. Design an ethical managerial response that protects the employee while managing the guest relationship and operational consequences.

22. Multiple Choice Questions with Answers

Question 1

Which leadership response best reflects situational leadership in a hotel?

A. Using the same directive style with every employee

B. Giving a newly appointed employee clear instruction while granting an expert supervisor greater autonomy

C. Allowing employees to make all decisions regardless of risk

D. Rewarding only employees who exceed sales targets

Correct Answer: B. Giving a newly appointed employee clear instruction while granting an expert supervisor greater autonomy

Question 2

What is the strongest indicator that a work group has become an effective team?

A. All members have identical backgrounds

B. The team avoids disagreement

C. Members are interdependent and share responsibility for a common purpose

D. The manager makes every operational decision

Correct Answer: C. Members are interdependent and share responsibility for a common purpose

Question 3

Which practice most directly supports psychological safety?

A. Penalizing employees who report errors

B. Inviting questions and discussing mistakes without humiliating the person involved

C. Avoiding performance feedback

D. Requiring unanimous agreement before discussion

Correct Answer: B. Inviting questions and discussing mistakes without humiliating the person involved

Question 4

A hotel wants to reduce affinity bias in promotion decisions. Which intervention is most appropriate?

A. Allowing managers to promote people they know well

B. Using structured criteria, documented evidence and consistent scoring

C. Selecting employees who match the existing leadership team

D. Removing all performance information from decisions

Correct Answer: B. Using structured criteria, documented evidence and consistent scoring

Question 5

Why can a complaint-closure bonus produce unintended consequences?

A. It may encourage rapid closure without durable resolution

B. It always reduces employee motivation

C. It prevents the use of digital systems

D. It eliminates the need for service standards

Correct Answer: A. It may encourage rapid closure without durable resolution

Question 6

Which approach best manages communication differences in a multicultural team?

A. Assuming silence always signals agreement

B. Relying on informal instructions and idioms

C. Making meeting norms, decision rights and escalation procedures explicit

D. Assigning leadership only to employees from the dominant culture

Correct Answer: C. Making meeting norms, decision rights and escalation procedures explicit

Question 7

Which statement best distinguishes equity from equality?

A. Equity means treating everyone identically in every circumstance

B. Equity recognizes barriers and seeks fair access and outcomes

C. Equity applies only to customer service

D. Equity removes the need for performance standards

Correct Answer: B. Equity recognizes barriers and seeks fair access and outcomes

Question 8

A cross-functional hotel team measures only housekeeping speed, while maintenance defects and repeat complaints increase. What is the best diagnosis?

A. The team needs more individual competition

B. The metric is too narrow and fails to represent shared service outcomes

C. The hotel should remove all performance measures

D. The problem is necessarily a lack of employee commitment

Correct Answer: B. The metric is too narrow and fails to represent shared service outcomes

Question 9

Which action is most appropriate when a complaint involves serious harassment?

A. Require the affected employee to negotiate directly with the alleged offender

B. Ignore it if the customer is profitable

C. Use confidential reporting, impartial investigation and protection from retaliation

D. Resolve it through an informal team vote

Correct Answer: C. Use confidential reporting, impartial investigation and protection from retaliation

Question 10

What is a principal risk of using automated recruitment tools without oversight?

A. They may reproduce historical bias embedded in the data or criteria

B. They guarantee fair selection because computers are neutral

C. They eliminate the need for accessible recruitment

D. They make workforce analytics impossible

Correct Answer: A. They may reproduce historical bias embedded in the data or criteria